Image Classification on Camelyon17-WILDS out-of-distribution (val)
93AccuracyRPL
Evaluation results
| Method | Links | |
|---|---|---|
| RPLBackbone=DenseNet1212021.04 | 93 | |
| ENTBackbone=DenseNet1212021.04 | 92.7 | |
| ERM + target augmentationBackbone=DenseNet-121, Number of seeds=102026.03 | 92.7 | |
| ContriMixBackbone=DenseNet-121, Number of seeds=102026.03 | 91.9 | |
| BN adaptBackbone=DenseNet1212021.04 | 90.9 | |
| PSTBackbone=DenseNet-121, Number of seeds=102026.03 | 90.3 | |
| Sparse and Shared Feature Activations2023.04 | 89.9 | |
| BaselineBackbone=DenseNet1212021.04 | 88.7 | |
| CORAL2023.04 | 86.2 | |
| IRM2023.04 | 86.2 | |
| ERMBackbone=DenseNet-121, Number of seeds=102026.03 | 85.8 | |
| PAIRBackbone=DenseNet-121, Number of seeds=102026.03 | 84.3 | |
| Sparse and Shared Feature Activationsbeta > 0 at test time=true2023.04 | 84.01 | |
| ERM2023.04 | 84 | |
| FishBackbone=DenseNet-121, Number of seeds=102026.03 | 83.9 | |
| LISABackbone=DenseNet-121, Number of seeds=102026.03 | 81.8 |